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Feature deep-dive

llms.txt & AI ingestion surface

Last updated May 10, 2026

LLMs ingest your content through different surfaces than browsers do. Mentionwell ships every LLM-ingestion surface that exists today — llms.txt, llms-full.txt, per-page .md mirrors, RSS, JSON Feed, sitemap, and an explicit AI crawler allowlist — automatically on every site.

What gets generated per site

  • /llms.txt — llmstxt.org-spec executive summary of the site.
  • /llms-full.txt — exhaustive deep-reference version.
  • /sitemap.xml — classic sitemap.
  • /sitemap-llms.xml — curated AI-priority sitemap.
  • /feed.xml — RSS.
  • /feed.json — JSON Feed.
  • /{slug}.md — markdown mirror per article (and per page on the marketing site).
  • /robots.txt — explicit allowlist for GPTBot, ChatGPT-User, ClaudeBot, PerplexityBot, Google-Extended, etc.

Why it matters

Generative engines read your site differently from search bots. RSS/JSON Feed gives them a clean signal of fresh content. The .md mirror lets them ingest answer text without parsing HTML. llms.txt gives them a curated map. The robots allowlist tells them which crawlers are welcome. Without these, you’re relying on the engine to figure out your site shape — usually badly.

See also

What is llms.txt? All features AEO platform
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The AEO blog engine. Track where ChatGPT, Claude, Gemini, Perplexity, Copilot & AI Overviews cite — and ship the articles that close the gap.

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